{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from matplotlib.dates import YearLocator, MonthLocator, DateFormatter\n",
    "from pandas import DataFrame, Panel4D, read_hdf\n",
    "from glob import glob\n",
    "from datetime import datetime\n",
    "import time\n",
    "import matplotlib\n",
    "import gps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/greg/Documents/Summer Research/rinex files/mah62800.15o is a RINEX 2.11 file, 31649.899 kB.\n",
      "31.92 seconds for _block2df\n",
      "17.37 seconds for panel assignments\n",
      "finished in 52.88 seconds\n",
      "/home/greg/Documents/Summer Research/rinex files/mah32800.15o is a RINEX 2.11 file, 38072.718 kB.\n"
     ]
    }
   ],
   "source": [
    "files = glob(\"/home/greg/Documents/Summer Research/rinex files/mah*\")\n",
    "\n",
    "svn = 23\n",
    "\n",
    "convertL1ToMeters = 3.0E8/(154.0*10.23E6)\n",
    "convertL2ToMeters = 3.0E8/(120.0*10.23E6)\n",
    "f2f1Factor = 1.545727\n",
    "convertMetersToTEC = 6.158\n",
    "\n",
    "dat = {}\n",
    "\n",
    "t=time.time()\n",
    "for file in files:  \n",
    "    d = gps.rinexobs(file)\n",
    "    dat[file.split('/')[-1]] = d[:,svn,:,:]\n",
    "data = Panel4D(dat)\n",
    "print(\"Seconds to read all files {0:.2f}\".format(time.time()-t))\n",
    "data.to_hdf('svn23.h5','data',format='table')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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l5fzbv/0bv/3tb/n444+5+OKLueOOO7j88st5+eWXmTZtGn/6058YOHAg8+bNY82aNTQ1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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb07cfd9358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = read_hdf('svn23.h5','data')\n",
    "fig = plt.figure(figsize=(16,16))\n",
    "ax1 = plt.subplot(211)\n",
    "fmt = DateFormatter('%H:%M:%S')\n",
    "ax1.xaxis.set_major_formatter(fmt)\n",
    "ax1.autoscale_view()\n",
    "plt.title('TEC: SVN 23 from different receivers')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('TECu')\n",
    "\n",
    "\n",
    "convertL1ToMeters = 3.0E8/(154.0*10.23E6)\n",
    "convertL2ToMeters = 3.0E8/(120.0*10.23E6)\n",
    "f2f1Factor = 1.545727\n",
    "convertMetersToTEC = 6.158\n",
    "\n",
    "for site in data.labels:\n",
    "    \n",
    "    lli = data[site,:,['L1','L2','C1','P2'],'lli']\n",
    "    lli[np.isnan(lli)]=0\n",
    "    lli=lli.astype(int)\n",
    "    llimask = np.logical_or.reduce(lli%2)\n",
    "        \n",
    "    diffRange = data[site,:,'P2','data'] - data[site,:,'C1','data']\n",
    "    diffRange = diffRange * convertMetersToTEC * f2f1Factor\n",
    "    phase = f2f1Factor*(data[site,:,'L1','data']*convertL1ToMeters - data[site,:,'L2','data']*convertL2ToMeters)\n",
    "    phase = phase * convertMetersToTEC\n",
    "    \n",
    "    avg = np.average((phase-diffRange)[np.logical_not(np.isnan(phase-diffRange))])\n",
    "    TEC = phase - avg\n",
    "    \n",
    "    if(site!='mah92800.15o' and site!='mah72800.15o'): \n",
    "        plt.plot(TEC[1100:1250],label=site[:4])\n",
    "        plt.plot(TEC[1100:1250][llimask[1100:1250]],'kx',markersize=10,label='')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PMc4PxTl8inH4FOP8UJzDpxiXJiXJIiIiIlHyHvpaID0UdUtERATVJIuIiIhEa6gLujYD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tuHuOHGwZbvi8RwUgh3sqfFcjHX6/jkYzU+8YaToOBN/7qWDZctTBm1lc687heRFa8aumbO9CtQ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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e0b353518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "f1 = 1575.42E6 \n",
    "f2 = 1227.6E6 \n",
    "\n",
    "fig = plt.figure(figsize=(16,16))\n",
    "ax1 = plt.subplot(211).xaxis.set_major_formatter(fmt)\n",
    "plt.title('TEC: SVN 23 from different receivers')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('TECu')\n",
    "colors = [a for a in matplotlib.colors.cnames]\n",
    "\n",
    "for site in data.labels[:]:\n",
    "\n",
    "    nans_in_a_row = 0\n",
    "    checkindex=2\n",
    "    lowers=[]\n",
    "    uppers=[]\n",
    "    inarc=False\n",
    "    check = 2.85E9*(data[site,:,'L1','data']/f1-data[site,:,'L2','data']/f2)\n",
    "    color=random.choice(colors)\n",
    "\n",
    "    while(checkindex<len(check)):\n",
    "        if(not np.isnan(check[data.items[checkindex]]) and \n",
    "           abs(check[data.items[checkindex]]-check[data.items[checkindex-1]])<10):\n",
    "            if not inarc:\n",
    "                inarc=True\n",
    "                lowers.append(checkindex)            \n",
    "        else:\n",
    "            if inarc:\n",
    "                inarc=False\n",
    "                uppers.append(checkindex)\n",
    "        checkindex+=1\n",
    "    uppers.append(checkindex)\n",
    "    \n",
    "    for i in range(len(lowers)):\n",
    "        phtec = 2.85E9*(data[site,data.items[lowers[i]:uppers[i]],'L1','data']/f1\n",
    "                       -data[site,data.items[lowers[i]:uppers[i]],'L2','data']/f2)\n",
    "        prtec = 2.85E9*(data[site,data.items[lowers[i]:uppers[i]],'P2','data']/3.0E8\n",
    "                       -data[site,data.items[lowers[i]:uppers[i]],'C1','data']/3.0E8)\n",
    "        b = np.average((phtec-prtec)[~np.isnan(phtec-prtec)])\n",
    "        plt.plot(phtec-b,c=color,linewidth=2)     \n",
    "    \n",
    "plt.xlim([data.items[1100],data.items[1250]])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  }
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